{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "def smooth_tensorboard(values, smooth_factor=0.6):\n",
    "    smoothed_values = np.zeros_like(values)\n",
    "    num_runs, num_points = values.shape\n",
    "    \n",
    "    for i in range(num_runs):\n",
    "        last_value = values[i, 0]  # Initialize with the first value for each run\n",
    "        smoothed_values[i, 0] = last_value\n",
    "        for j in range(1, num_points):\n",
    "            smoothed_value = last_value * smooth_factor + (1 - smooth_factor) * values[i, j]\n",
    "            smoothed_values[i, j] = smoothed_value\n",
    "            last_value = smoothed_value\n",
    "    \n",
    "    return smoothed_values\n",
    "\n",
    "def sliding_window_smooth(values, window_size=5):\n",
    "    num_runs, num_points = values.shape\n",
    "    new_num_points = num_points // window_size  # Number of windows per run\n",
    "    smoothed_values = np.zeros((num_runs, new_num_points))\n",
    "\n",
    "    for i in range(num_runs):\n",
    "        for j in range(new_num_points):\n",
    "            # Compute the average of each non-overlapping window\n",
    "            start_idx = j * window_size\n",
    "            end_idx = start_idx + window_size\n",
    "            smoothed_values[i, j] = np.mean(values[i, start_idx:end_idx])\n",
    "    \n",
    "    return smoothed_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/a2c_bs Phoenix (3, 100) 11890.264347285383\n",
      "logs/a2c_ucb_ent Phoenix (3, 100) 7240.776844982367\n",
      "logs/a2c_ucb_lr Phoenix (3, 100) 12126.16181834609\n",
      "logs/a2c_ucb_vfc Phoenix (3, 100) 11140.601098433066\n",
      "logs/a2c_ucb_vfc_ent Phoenix (3, 100) 5335.645588062879\n",
      "logs/a2c_ucb_lr_vfc Phoenix (3, 100) 10303.754711904125\n",
      "logs/a2c_ucb_lr_ent Phoenix (3, 100) 5111.2557975282025\n",
      "logs/a2c_ucb_lr_vfc_ent Phoenix (3, 100) 4989.44634676431\n",
      "data/a2c_bs Qbert (3, 100) 8034.533165023368\n",
      "logs/a2c_ucb_ent Qbert (3, 100) 5828.462599981221\n",
      "logs/a2c_ucb_lr Qbert (3, 100) 9093.25676300183\n",
      "logs/a2c_ucb_vfc Qbert (3, 100) 8814.603550247208\n",
      "logs/a2c_ucb_vfc_ent Qbert (3, 100) 6280.039633981348\n",
      "logs/a2c_ucb_lr_vfc Qbert (3, 100) 9807.146864548318\n",
      "logs/a2c_ucb_lr_ent Qbert (3, 100) 6614.969380524858\n",
      "logs/a2c_ucb_lr_vfc_ent Qbert (3, 100) 7105.382498998949\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "envs = [\n",
    "    # 'BattleZone', \n",
    "    # 'DoubleDunk', 'NameThisGame', \n",
    "    'Phoenix', 'Qbert'\n",
    "    ]\n",
    "\n",
    "fig, axes = plt.subplots(1, 5, figsize=(20, 4))\n",
    "\n",
    "colors = sns.color_palette(\"colorblind\")\n",
    "algos = [\n",
    "'data/a2c_bs',\n",
    "'logs/a2c_ucb_ent',\n",
    "'logs/a2c_ucb_lr',\n",
    "'logs/a2c_ucb_vfc',\n",
    "'logs/a2c_ucb_vfc_ent',\n",
    "'logs/a2c_ucb_lr_vfc',\n",
    "'logs/a2c_ucb_lr_ent',\n",
    "'logs/a2c_ucb_lr_vfc_ent'\n",
    "     ]\n",
    "\n",
    "for idx, env in enumerate(envs):\n",
    "    ax = axes.flatten()[idx]\n",
    "    for j, algo in enumerate(algos):\n",
    "        root = f'{algo}'\n",
    "        all_returns = []\n",
    "        \n",
    "        for dir in os.listdir(root):\n",
    "            if env in dir and '.npz' not in dir:\n",
    "                sub_returns = []\n",
    "                for k in range(len(os.listdir(os.path.join(root, dir)))):\n",
    "                    if k>15:\n",
    "                        continue\n",
    "                    df = pd.read_csv(os.path.join(root, f'{dir}/{k}.monitor.csv'), skiprows=1, sep=',')['r'].to_numpy()\n",
    "                    sub_returns.append(df[np.linspace(0, len(df) - 1, 100).astype(int)])\n",
    "                sub_returns = np.stack(sub_returns)\n",
    "                all_returns.append(sub_returns.mean(axis=0))\n",
    "        \n",
    "        all_returns = np.stack(all_returns)\n",
    "        all_returns = smooth_tensorboard(all_returns, 0.9)\n",
    "        # all_returns = sliding_window_smooth(all_returns, 10)\n",
    "        mean = all_returns.mean(axis=0)\n",
    "        std = all_returns.std(axis=0)\n",
    "        print(algo, env, all_returns.shape, mean[-1])\n",
    "\n",
    "        ax.plot(np.arange(mean.shape[0]), mean, color=colors[j], label=algo.split('/')[-1])\n",
    "        ax.fill_between(np.arange(mean.shape[0]), mean+std, mean-std, alpha=0.15, color=colors[j])\n",
    "        \n",
    "\n",
    "    ax.set_title(envs[idx])\n",
    "    ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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